Différences
Ci-dessous, les différences entre deux révisions de la page.
| Les deux révisions précédentes Révision précédente Prochaine révision | Révision précédente | ||
| en:ddefifien2022 [2025/07/25 15:15] – [Bibliography] cpouet | en:ddefifien2022 [2026/05/22 15:46] (Version actuelle) – [Course content] cpouet | ||
|---|---|---|---|
| Ligne 11: | Ligne 11: | ||
| * Language of instruction: | * Language of instruction: | ||
| * Coordinator: | * Coordinator: | ||
| - | * Instructor(s): | + | * Instructor(s): |
| - | * //Last update | + | * //Last update |
| ==== Brief description ==== | ==== Brief description ==== | ||
| Ligne 20: | Ligne 20: | ||
| * ** Project finance ** (24 hours) taught by Mehdi El Alaoui, Benoît Forgues and Olivier Vandooren, | * ** Project finance ** (24 hours) taught by Mehdi El Alaoui, Benoît Forgues and Olivier Vandooren, | ||
| * ** Workshop in corporate finance ** (24 hours) taught by Lilian Lancelot, | * ** Workshop in corporate finance ** (24 hours) taught by Lilian Lancelot, | ||
| - | * ** Data Project: | + | * ** Data Project: |
| ==== Learning outcomes ==== | ==== Learning outcomes ==== | ||
| Ligne 69: | Ligne 69: | ||
| === Data Project: | === Data Project: | ||
| - | tba | + | - Projects and models |
| + | * The Bias-Variance tradeoff | ||
| + | * Feature Selection | ||
| + | * Feature Engineering | ||
| + | * Defining a metric | ||
| + | - Models and applications | ||
| + | * Regressions (linear, polynomial, penalized and logistic) | ||
| + | * Decision trees (random forest and gradient boosting) | ||
| + | - Focus on Natural Language Processing (NLP) | ||
| ==== Bibliography ==== | ==== Bibliography ==== | ||
| - | You can check the availability of the books below at [[https://documentation.centrale-marseille.fr/ | + | You can check the availability of the books below at [[https://www.centrale-mediterranee.fr/fr/ |
| - Structured finance | - Structured finance | ||
| * Vernimmen, P. (2021). Finance d’entreprise. Dalloz. | * Vernimmen, P. (2021). Finance d’entreprise. Dalloz. | ||